{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn import datasets\n",
    "iris = datasets.load_iris() # Load iris dataset\n",
    "X = iris.data[:, [2, 3]] # Assign matrix X\n",
    "y = iris.target #Assign vector y\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='entropy',\n",
       "                       max_depth=3, max_features=None, max_leaf_nodes=None,\n",
       "                       min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                       min_samples_leaf=1, min_samples_split=2,\n",
       "                       min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                       random_state=1, splitter='best')"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.tree import DecisionTreeClassifier # Import decision tree classifier model\n",
    "\n",
    "tree = DecisionTreeClassifier(criterion='entropy', # Initialize and fitclassifier\n",
    "\n",
    "max_depth=3, random_state=1)\n",
    "\n",
    "tree.fit(X, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pydotplus.graphviz import graph_from_dot_data\n",
    "from sklearn.tree import export_graphviz\n",
    "def display_tree(tree,savename='tree000.png'):\n",
    "    # Create dot data\n",
    "    dot_data = export_graphviz(\n",
    "    tree,\n",
    "    filled=True,  # 由颜色标识不纯度\n",
    "    rounded=True, # 树节点为圆角矩形\n",
    "    out_file=None\n",
    "    )\n",
    "    graph = graph_from_dot_data(dot_data) # Create graph from dot data\n",
    "    graph.write_png(savename) # Write graphto PNG image\n",
    "    \n",
    "display_tree(tree,\"imgs/no_labels_iris_tree.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(719, 497)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x17720731f88>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from PIL import Image\n",
    "from torchvision import transforms\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "img = Image.open(\"imgs/no_labels_iris_tree.png\")\n",
    "print(img.size)\n",
    "plt.figure(figsize= (15,12))\n",
    "plt.imshow(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pydotplus.graphviz import graph_from_dot_data\n",
    "from sklearn.tree import export_graphviz\n",
    "def display_tree(tree,class_names,feature_names,savename='tree000.png'):\n",
    "    # Create dot data\n",
    "    dot_data = export_graphviz(\n",
    "    tree,\n",
    "    filled=True,  # 由颜色标识不纯度\n",
    "    rounded=True, # 树节点为圆角矩形\n",
    "    class_names=class_names,\n",
    "    feature_names=feature_names,\n",
    "    out_file=None\n",
    "    )\n",
    "    graph = graph_from_dot_data(dot_data) # Create graph from dot data\n",
    "    graph.write_png(savename) # Write graphto PNG image\n",
    "    \n",
    "\n",
    "class_names=['Setosa','Versicolor','Virginica']\n",
    "feature_names=['petallength', 'petal width']\n",
    "display_tree(tree,class_names,feature_names,\"imgs/with_labels_iris_tree.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(747, 577)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1772113a908>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from PIL import Image\n",
    "from torchvision import transforms\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "img = Image.open(\"imgs/with_labels_iris_tree.png\")\n",
    "print(img.size)\n",
    "plt.figure(figsize= (15,12))\n",
    "plt.imshow(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
